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Wiktionary
you don't say

interj. (context idiomatic English) really?; no kidding!; is that so? (context sometimes used sarcastically in response to the obvious English)

Usage examples of "you don't say".

But until we know for a certainty, I'd appreciate if you don't say anything to anyone about it.

If you don't say where it is, the guillotine is outside and I will be your executioner.